Towards understanding Machine Learning theory in 69 days :)
| Section | Documents | Paper/Applications | Titles |
|---|---|---|---|
| PAC-Bayes Analysis | PAC-Bayes Analysis | SAM, SAM_AT, SparseSAM | Sharpness-aware Minimization for Efficiently Improving Generalization, Sharpness-Aware Minimization Alone can Improve Adversarial Robustness, Systematic Investigation of Sparse Perturbed Sharpness-Aware Minimization Optimizer |
| Optimal Transport | Optimal Transport | analysisSinkhorn, UOT_object_detect, UOT_crowd_counting | On Unbalanced Optimal Transport: An Analysis of Sinkhorn Algorithm, Unbalanced Optimal Transport: A Unified Framework for Object Detection, A Generalized Loss Function for Crowd Counting and Localization |
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